{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "patent-afternoon",
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "tired-payroll",
   "metadata": {},
   "outputs": [],
   "source": [
    "im = Image.open(\"flower.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "powered-flash",
   "metadata": {},
   "outputs": [],
   "source": [
    "im_array = np.array(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "copyrighted-conference",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5472, 3648, 3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bizarre-catering",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc1f0e81090>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "plt.imshow(im)\n",
    "plt.subplot(122)\n",
    "plt.imshow(im_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "nutritional-graduate",
   "metadata": {},
   "outputs": [],
   "source": [
    "r, g, b = map(np.array, im.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "sealed-atlanta",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc1bfc88dd0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(131); plt.imshow(r)\n",
    "plt.subplot(132); plt.imshow(g)\n",
    "plt.subplot(133); plt.imshow(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "sized-pregnancy",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 5472, 3648) float32\n"
     ]
    }
   ],
   "source": [
    "rgb_array = np.array([r, g, b]).astype('float32')\n",
    "print(rgb_array.shape, rgb_array.dtype)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
